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Nebius vs Supabase

Supabase scores higher on the AgentReady, 74/100 against 54/100. They differ on 12 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Nebius. Nebius is an AI cloud infrastructure platform providing compute, storage, and AI services for training and inference workloads.

Supabase. Supabase is an open-source Firebase alternative that provides a complete backend platform built on top of Postgres, offering database, authentication, storage, realtime, edge functions, and vector capabilities.

Where Nebius is ahead

Nebius passes search discoverable, clear canonical domain and public docs discoverable, and Supabase does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds adopt: self-service signup, no mandatory sales call, fast time to first request, copyable quickstart, official typescript sdk and official python sdk. Supabase misses those.

And on operate, canonical workflow succeeds. Supabase misses it.

Where Supabase is ahead

Supabase passes structured api reference and authentication documented, and Nebius does not. That is understand, whether an agent can read the docs and work out how the API behaves before calling it.

What neither does

Both fail openapi / spec quality, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, programmatic credential creation, free trial or free allowance, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified. If your agent needs any of those, you will be building it yourself either way.

Score, pillar by pillar

The AgentReady splits into four pillars, scored separately, because a product can be easy to find and still impossible to adopt.

Discover. Both sit at 100/100 here. Nebius misses nothing; Supabase misses search discoverable, clear canonical domain, public docs discoverable.

Understand is whether an agent can read the docs and work out how the API behaves before calling it. Supabase leads 67 to 15. Nebius misses structured api reference, openapi / spec quality, authentication documented, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; Supabase misses openapi / spec quality, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented.

Adopt. Nebius leads 75 to 63. Nebius misses agent-compatible signup flow, programmatic credential creation, free trial or free allowance; Supabase misses self-service signup, no mandatory sales call, programmatic credential creation, free trial or free allowance, fast time to first request, copyable quickstart, official typescript sdk, official python sdk.

Operate. Supabase leads 67 to 24. Nebius misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified; Supabase misses canonical workflow succeeds, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified.

Pricing

Nebius does not publish a machine-readable starting price. Supabase does not publish one.

Signal by signal

SignalNebiusSupabase
AgentReady5474
Discovery100100
Understanding1567
Adoption7563
Operability2467
Public APIYesYes
MCP serverYesYes
OpenAPI specUnknownYes
CLIYesYes
llms.txtYesYes
Self-serve signupYesUnknown
Free tierUnknownUnknown

Which to pick

Nebius clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Nebius and Supabase. Alternatives to each: Nebius, Supabase.

An agent can fetch this as data: POST /v1/compare {"slugs": ["nebius", "supabase"]}